Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "115" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 125 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 123 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459942 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.686232 | 1.863197 | 1.149864 | 1.860358 | 0.536648 | 1.220869 | -1.323144 | -1.227279 | 0.6132 | 0.6284 | 0.4027 | nan | nan |
| 2459941 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.407427 | 1.451124 | 1.236469 | 1.706909 | 0.276882 | 1.319887 | -1.735333 | -1.605356 | 0.5963 | 0.6172 | 0.4229 | nan | nan |
| 2459940 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.255183 | 1.206271 | 0.920684 | 1.354753 | -0.153329 | 1.059106 | -1.621266 | -1.818552 | 0.6022 | 0.6229 | 0.4194 | nan | nan |
| 2459939 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.223543 | 1.205780 | 0.932771 | 1.488297 | 0.113699 | 0.960312 | -1.556941 | -1.816512 | 0.6110 | 0.6298 | 0.4159 | nan | nan |
| 2459938 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.493727 | 1.445743 | 1.111854 | 1.792368 | -0.047638 | 1.065548 | -1.884122 | -1.822457 | 0.6106 | 0.6318 | 0.4109 | nan | nan |
| 2459937 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.268240 | 1.266206 | 1.030563 | 1.790530 | 0.070019 | 1.253317 | -1.455933 | -1.809780 | 0.6308 | 0.6591 | 0.3887 | nan | nan |
| 2459936 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.822071 | 0.390765 | 1.438160 | 2.644342 | 0.799385 | 1.156442 | 0.041596 | 0.533944 | 0.7353 | 0.7566 | 0.2360 | nan | nan |
| 2459935 | not_connected | 100.00% | 87.61% | 87.61% | 0.00% | - | - | 13.376817 | 13.662077 | 1.247195 | 1.637452 | 2.131416 | 3.155036 | -1.393175 | -1.680161 | 0.5397 | 0.5480 | 0.3618 | nan | nan |
| 2459934 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 19.946953 | 20.275693 | 1.499279 | 2.124583 | 0.751639 | 1.317651 | -1.128513 | -1.164719 | nan | nan | nan | nan | nan |
| 2459933 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 16.016824 | 16.364103 | 1.626233 | 2.376200 | 0.721236 | 0.911515 | -1.414068 | -1.706279 | nan | nan | nan | nan | nan |
| 2459932 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 18.701047 | 18.990237 | 1.434134 | 1.866418 | -0.921083 | 0.305553 | -2.133808 | -3.034777 | nan | nan | nan | nan | nan |
| 2459931 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 17.225288 | 17.666463 | 1.505727 | 2.359860 | 0.341955 | 1.226212 | -1.238147 | -1.674840 | nan | nan | nan | nan | nan |
| 2459930 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 15.467205 | 15.776484 | 1.421860 | 1.857714 | 0.426919 | 1.092914 | -0.714539 | -1.328160 | nan | nan | nan | nan | nan |
| 2459929 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.102001 | -0.491427 | 0.593986 | 1.420882 | -0.270017 | 0.013712 | -0.118418 | 0.115750 | 0.6781 | 0.6857 | 0.2478 | nan | nan |
| 2459928 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.433786 | 1.610722 | 1.320118 | 2.112755 | 0.116915 | 1.176463 | -1.695261 | -1.542146 | 0.6004 | 0.6243 | 0.4136 | nan | nan |
| 2459927 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.736938 | 3.040407 | 1.363691 | 1.786191 | 2.027683 | -0.223488 | -1.481550 | -1.656094 | 0.5516 | 0.5642 | 0.3495 | nan | nan |
| 2459926 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.232916 | -0.202900 | -0.108110 | 0.519851 | -1.483173 | -1.116799 | -1.085813 | -1.314866 | 0.7551 | 0.7854 | 0.2300 | nan | nan |
| 2459925 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.083746 | 0.321808 | 0.783308 | 1.565079 | -1.449104 | -0.718716 | -0.588586 | -0.405759 | 0.7015 | 0.6949 | 0.2918 | nan | nan |
| 2459924 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.093311 | 1.355431 | 0.728290 | 1.669948 | -0.507856 | 0.045543 | -0.974652 | -0.483293 | 0.6257 | 0.6522 | 0.3956 | nan | nan |
| 2459923 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.122981 | 0.902213 | 1.060475 | 1.624004 | -0.855105 | -0.177168 | -0.423624 | -0.658233 | 0.6720 | 0.6904 | 0.3664 | nan | nan |
| 2459922 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.544522 | 1.384532 | 1.402153 | 1.837238 | 0.281425 | 1.420935 | -1.320741 | -1.118478 | 0.6088 | 0.6415 | 0.4282 | nan | nan |
| 2459921 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.349112 | 1.190726 | 1.002074 | 1.167083 | -0.314324 | 0.898823 | -1.955503 | -1.481898 | 0.6184 | 0.6455 | 0.4285 | nan | nan |
| 2459920 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.035196 | 1.558149 | 0.604738 | 1.217012 | 0.073506 | 0.734429 | -2.093779 | -2.548348 | 0.6095 | 0.6354 | 0.4383 | nan | nan |
| 2459919 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.145608 | 1.980763 | 1.018175 | 1.816337 | -0.365831 | 2.060895 | -2.138237 | -2.659278 | 0.6092 | 0.6315 | 0.4110 | nan | nan |
| 2459918 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.352686 | 2.383190 | 1.129388 | 2.031689 | 0.400396 | 0.532950 | -1.689579 | -1.998393 | 0.6277 | 0.6527 | 0.4142 | nan | nan |
| 2459917 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459916 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.185988 | 2.090987 | 0.761068 | 1.766345 | -0.247391 | 0.732006 | -2.131268 | -2.851640 | 0.6266 | 0.6553 | 0.4186 | nan | nan |
| 2459915 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.669411 | 2.549850 | 1.651528 | 2.853169 | 0.822426 | 1.579153 | -1.133227 | -1.636899 | 0.6629 | 0.6836 | 0.3800 | nan | nan |
| 2459914 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.272459 | 1.053390 | 3.107305 | 2.416320 | 1.857978 | 0.884247 | 1.001708 | -0.586534 | 0.6839 | 0.7109 | 0.3313 | nan | nan |
| 2459913 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.656619 | 1.368902 | 2.644554 | 1.837534 | 2.041017 | 0.818345 | -0.464363 | -0.351977 | 0.6282 | 0.6466 | 0.4185 | nan | nan |
| 2459912 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.253034 | 0.825287 | 2.132481 | 1.186865 | 1.966724 | -0.414132 | -2.706805 | -0.826764 | 0.6117 | 0.6428 | 0.4239 | nan | nan |
| 2459911 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.169983 | 1.010789 | 2.218944 | 1.458761 | 2.047594 | -0.743174 | -2.057928 | -1.311996 | 0.6097 | 0.6418 | 0.4293 | nan | nan |
| 2459910 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.331375 | 1.168835 | 2.114794 | 1.391630 | 2.087093 | -0.384948 | -1.783364 | -1.042034 | 0.6139 | 0.6432 | 0.4261 | nan | nan |
| 2459909 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.399013 | 1.140621 | 1.868348 | 1.117108 | 1.951107 | -0.729596 | -2.119745 | -0.931554 | 0.6109 | 0.6419 | 0.4260 | nan | nan |
| 2459908 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.536972 | 1.119771 | 1.853564 | 1.084864 | 1.347084 | -0.828643 | -2.235659 | -1.192474 | 0.6160 | 0.6499 | 0.4232 | nan | nan |
| 2459907 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.535537 | 1.263204 | 2.016035 | 1.173341 | 1.614274 | -0.665996 | -2.151984 | -1.023038 | 0.6134 | 0.6477 | 0.4226 | nan | nan |
| 2459906 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.564313 | 1.391444 | 2.664182 | 1.857315 | 2.051988 | 0.549964 | -3.176125 | -1.185455 | 0.6051 | 0.6393 | 0.4234 | nan | nan |
| 2459905 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.424975 | 1.210568 | 2.427431 | 1.706440 | 2.582274 | 0.652507 | -2.361738 | -0.713764 | 0.5980 | 0.6368 | 0.4309 | nan | nan |
| 2459904 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.392957 | 1.286706 | 2.920501 | 2.091367 | 1.590070 | 0.640668 | -4.088122 | -1.401185 | 0.6011 | 0.6367 | 0.4230 | nan | nan |
| 2459903 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.517855 | 1.452474 | 2.458992 | 1.737236 | 1.654592 | 0.452544 | -4.006036 | -1.440923 | 0.6049 | 0.6392 | 0.4290 | nan | nan |
| 2459902 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 3.041667 | 1.773038 | 2.778681 | 2.148972 | 1.815695 | 0.354507 | -2.102298 | -1.150001 | 0.6119 | 0.6419 | 0.4201 | nan | nan |
| 2459901 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.725971 | 1.379587 | 2.104196 | 1.345256 | 1.690160 | -0.428316 | -2.594886 | -1.420799 | 0.6114 | 0.6397 | 0.4221 | nan | nan |
| 2459900 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.925836 | 1.457994 | 2.121706 | 1.357312 | 2.348191 | -0.323215 | -2.532432 | -1.265854 | 0.5519 | 0.5994 | 0.3595 | nan | nan |
| 2459898 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.226478 | 0.967953 | 2.242312 | 1.465749 | 1.807617 | 0.651577 | -3.084422 | -0.983533 | 0.6130 | 0.6435 | 0.4215 | nan | nan |
| 2459897 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.229254 | 0.988653 | 2.608020 | 1.626470 | 2.452533 | 0.389719 | -3.247664 | -1.249804 | 0.6178 | 0.6473 | 0.4209 | nan | nan |
| 2459896 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.292813 | 1.172808 | 2.375446 | 1.646876 | 1.973744 | 0.594613 | -2.017148 | -1.209510 | 0.6198 | 0.6510 | 0.4204 | nan | nan |
| 2459895 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.543469 | 0.597886 | 3.359984 | 2.755714 | 3.142105 | 1.184660 | 2.047000 | 0.687672 | 0.7164 | 0.7338 | 0.3084 | nan | nan |
| 2459894 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.370941 | 0.838093 | 2.433020 | 1.519535 | 2.415397 | 0.264775 | -2.855087 | -1.607749 | 0.6315 | 0.6526 | 0.4061 | nan | nan |
| 2459893 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.653681 | 1.014870 | 2.195776 | 1.353791 | 1.774782 | 0.077577 | -3.445830 | -1.668179 | 0.6298 | 0.6540 | 0.4089 | nan | nan |
| 2459892 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.342298 | 1.055587 | 2.566986 | 1.743863 | 1.386228 | 0.087440 | -2.979575 | -1.598023 | 0.6249 | 0.6560 | 0.4093 | nan | nan |
| 2459891 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.191373 | 0.777594 | 2.972441 | 1.965357 | 1.376240 | 0.326423 | -2.818256 | -1.237900 | 0.6180 | 0.6462 | 0.4136 | nan | nan |
| 2459890 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.019793 | 0.734077 | 3.512033 | 2.711384 | 1.668679 | -0.040996 | -1.693529 | -0.907442 | 0.6224 | 0.6441 | 0.4123 | nan | nan |
| 2459889 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.332960 | 0.936433 | 2.892423 | 1.868460 | 2.084394 | 0.646184 | -4.041621 | -2.011952 | 0.6307 | 0.6497 | 0.4075 | nan | nan |
| 2459888 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.928162 | 0.784570 | 3.174010 | 2.425882 | 2.840338 | 1.064635 | -0.776950 | -0.642030 | 0.6459 | 0.6701 | 0.4020 | nan | nan |
| 2459887 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.696562 | 0.687129 | 2.148606 | 1.678384 | 0.271320 | 0.239129 | -2.046472 | -0.943686 | 0.6303 | 0.6499 | 0.4128 | nan | nan |
| 2459886 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.115525 | 0.081522 | 2.431821 | 1.965080 | 1.597428 | 1.535878 | 0.751177 | 0.452947 | 0.6963 | 0.7019 | 0.3667 | nan | nan |
| 2459885 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.114652 | 12.590414 | 37.053931 | 34.741758 | 5.727421 | 9.997169 | 11.480200 | 6.729366 | 0.6733 | 0.6400 | 0.3634 | nan | nan |
| 2459884 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.913589 | 6.501066 | 3.105890 | 2.391894 | 1.474580 | 2.747460 | -2.372074 | -0.999781 | 0.6360 | 0.5948 | 0.4016 | nan | nan |
| 2459883 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.774452 | 9.732130 | 32.351938 | 30.617186 | 2.890542 | 5.773046 | -4.075189 | -0.545124 | 0.6369 | 0.6060 | 0.3901 | nan | nan |
| 2459882 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.613895 | 17.273327 | 38.327970 | 35.387094 | 4.060487 | 6.822425 | -1.858989 | -0.490139 | 0.6391 | 0.6044 | 0.3891 | nan | nan |
| 2459881 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.725328 | 9.204704 | 42.958934 | 40.367248 | 8.305330 | 14.010207 | -3.431364 | 5.491987 | 0.6868 | 0.6650 | 0.3339 | nan | nan |
| 2459880 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.055816 | 11.406941 | 34.351055 | 32.636067 | 2.381791 | 4.404164 | -2.384570 | -0.835142 | 0.6344 | 0.6030 | 0.3985 | nan | nan |
| 2459879 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.027987 | 5.683802 | 0.472051 | -0.152231 | -1.913572 | -1.641671 | -3.014621 | -1.315847 | 0.6191 | 0.5951 | 0.4109 | nan | nan |
| 2459878 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.056408 | 10.436130 | 41.923866 | 39.890094 | 4.428135 | 7.342421 | -4.941709 | -1.776676 | 0.6279 | 0.6084 | 0.4018 | nan | nan |
| 2459841 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 1.863197 | 1.863197 | 0.686232 | 1.860358 | 1.149864 | 1.220869 | 0.536648 | -1.227279 | -1.323144 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.706909 | 1.451124 | 0.407427 | 1.706909 | 1.236469 | 1.319887 | 0.276882 | -1.605356 | -1.735333 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.354753 | 1.206271 | 0.255183 | 1.354753 | 0.920684 | 1.059106 | -0.153329 | -1.818552 | -1.621266 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.488297 | 1.205780 | 0.223543 | 1.488297 | 0.932771 | 0.960312 | 0.113699 | -1.816512 | -1.556941 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.792368 | 1.445743 | 0.493727 | 1.792368 | 1.111854 | 1.065548 | -0.047638 | -1.822457 | -1.884122 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.790530 | 0.268240 | 1.266206 | 1.030563 | 1.790530 | 0.070019 | 1.253317 | -1.455933 | -1.809780 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 2.644342 | -0.822071 | 0.390765 | 1.438160 | 2.644342 | 0.799385 | 1.156442 | 0.041596 | 0.533944 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 13.662077 | 13.662077 | 13.376817 | 1.637452 | 1.247195 | 3.155036 | 2.131416 | -1.680161 | -1.393175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 20.275693 | 19.946953 | 20.275693 | 1.499279 | 2.124583 | 0.751639 | 1.317651 | -1.128513 | -1.164719 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 16.364103 | 16.364103 | 16.016824 | 2.376200 | 1.626233 | 0.911515 | 0.721236 | -1.706279 | -1.414068 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 18.990237 | 18.990237 | 18.701047 | 1.866418 | 1.434134 | 0.305553 | -0.921083 | -3.034777 | -2.133808 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 17.666463 | 17.225288 | 17.666463 | 1.505727 | 2.359860 | 0.341955 | 1.226212 | -1.238147 | -1.674840 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 15.776484 | 15.467205 | 15.776484 | 1.421860 | 1.857714 | 0.426919 | 1.092914 | -0.714539 | -1.328160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.420882 | -0.491427 | 0.102001 | 1.420882 | 0.593986 | 0.013712 | -0.270017 | 0.115750 | -0.118418 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 2.112755 | 1.610722 | 0.433786 | 2.112755 | 1.320118 | 1.176463 | 0.116915 | -1.542146 | -1.695261 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 3.040407 | 3.040407 | 1.736938 | 1.786191 | 1.363691 | -0.223488 | 2.027683 | -1.656094 | -1.481550 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 0.519851 | -0.202900 | -1.232916 | 0.519851 | -0.108110 | -1.116799 | -1.483173 | -1.314866 | -1.085813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.565079 | 0.083746 | 0.321808 | 0.783308 | 1.565079 | -1.449104 | -0.718716 | -0.588586 | -0.405759 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.669948 | 0.093311 | 1.355431 | 0.728290 | 1.669948 | -0.507856 | 0.045543 | -0.974652 | -0.483293 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.624004 | 0.902213 | -0.122981 | 1.624004 | 1.060475 | -0.177168 | -0.855105 | -0.658233 | -0.423624 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 1.837238 | 1.384532 | 0.544522 | 1.837238 | 1.402153 | 1.420935 | 0.281425 | -1.118478 | -1.320741 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 1.190726 | 0.349112 | 1.190726 | 1.002074 | 1.167083 | -0.314324 | 0.898823 | -1.955503 | -1.481898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 1.558149 | 1.558149 | 0.035196 | 1.217012 | 0.604738 | 0.734429 | 0.073506 | -2.548348 | -2.093779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Temporal Variability | 2.060895 | 0.145608 | 1.980763 | 1.018175 | 1.816337 | -0.365831 | 2.060895 | -2.138237 | -2.659278 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 2.383190 | 2.383190 | 0.352686 | 2.031689 | 1.129388 | 0.532950 | 0.400396 | -1.998393 | -1.689579 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 2.090987 | 0.185988 | 2.090987 | 0.761068 | 1.766345 | -0.247391 | 0.732006 | -2.131268 | -2.851640 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Power | 2.853169 | 0.669411 | 2.549850 | 1.651528 | 2.853169 | 0.822426 | 1.579153 | -1.133227 | -1.636899 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 3.107305 | 2.272459 | 1.053390 | 3.107305 | 2.416320 | 1.857978 | 0.884247 | 1.001708 | -0.586534 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.656619 | 1.368902 | 2.656619 | 1.837534 | 2.644554 | 0.818345 | 2.041017 | -0.351977 | -0.464363 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.253034 | 0.825287 | 2.253034 | 1.186865 | 2.132481 | -0.414132 | 1.966724 | -0.826764 | -2.706805 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.218944 | 1.010789 | 2.169983 | 1.458761 | 2.218944 | -0.743174 | 2.047594 | -1.311996 | -2.057928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.331375 | 1.168835 | 2.331375 | 1.391630 | 2.114794 | -0.384948 | 2.087093 | -1.042034 | -1.783364 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.399013 | 1.140621 | 2.399013 | 1.117108 | 1.868348 | -0.729596 | 1.951107 | -0.931554 | -2.119745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.536972 | 2.536972 | 1.119771 | 1.853564 | 1.084864 | 1.347084 | -0.828643 | -2.235659 | -1.192474 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.535537 | 1.263204 | 2.535537 | 1.173341 | 2.016035 | -0.665996 | 1.614274 | -1.023038 | -2.151984 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.664182 | 1.391444 | 2.564313 | 1.857315 | 2.664182 | 0.549964 | 2.051988 | -1.185455 | -3.176125 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Temporal Variability | 2.582274 | 1.210568 | 2.424975 | 1.706440 | 2.427431 | 0.652507 | 2.582274 | -0.713764 | -2.361738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.920501 | 1.286706 | 2.392957 | 2.091367 | 2.920501 | 0.640668 | 1.590070 | -1.401185 | -4.088122 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.517855 | 1.452474 | 2.517855 | 1.737236 | 2.458992 | 0.452544 | 1.654592 | -1.440923 | -4.006036 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 3.041667 | 3.041667 | 1.773038 | 2.778681 | 2.148972 | 1.815695 | 0.354507 | -2.102298 | -1.150001 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.725971 | 2.725971 | 1.379587 | 2.104196 | 1.345256 | 1.690160 | -0.428316 | -2.594886 | -1.420799 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.925836 | 2.925836 | 1.457994 | 2.121706 | 1.357312 | 2.348191 | -0.323215 | -2.532432 | -1.265854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.242312 | 0.967953 | 2.226478 | 1.465749 | 2.242312 | 0.651577 | 1.807617 | -0.983533 | -3.084422 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.608020 | 0.988653 | 2.229254 | 1.626470 | 2.608020 | 0.389719 | 2.452533 | -1.249804 | -3.247664 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.375446 | 1.172808 | 2.292813 | 1.646876 | 2.375446 | 0.594613 | 1.973744 | -1.209510 | -2.017148 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 3.359984 | 1.543469 | 0.597886 | 3.359984 | 2.755714 | 3.142105 | 1.184660 | 2.047000 | 0.687672 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.433020 | 0.838093 | 2.370941 | 1.519535 | 2.433020 | 0.264775 | 2.415397 | -1.607749 | -2.855087 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | 2.653681 | 2.653681 | 1.014870 | 2.195776 | 1.353791 | 1.774782 | 0.077577 | -3.445830 | -1.668179 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.566986 | 1.055587 | 2.342298 | 1.743863 | 2.566986 | 0.087440 | 1.386228 | -1.598023 | -2.979575 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.972441 | 2.191373 | 0.777594 | 2.972441 | 1.965357 | 1.376240 | 0.326423 | -2.818256 | -1.237900 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 3.512033 | 0.734077 | 2.019793 | 2.711384 | 3.512033 | -0.040996 | 1.668679 | -0.907442 | -1.693529 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.892423 | 2.332960 | 0.936433 | 2.892423 | 1.868460 | 2.084394 | 0.646184 | -4.041621 | -2.011952 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 3.174010 | 0.784570 | 1.928162 | 2.425882 | 3.174010 | 1.064635 | 2.840338 | -0.642030 | -0.776950 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.148606 | 0.687129 | 1.696562 | 1.678384 | 2.148606 | 0.239129 | 0.271320 | -0.943686 | -2.046472 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 2.431821 | 1.115525 | 0.081522 | 2.431821 | 1.965080 | 1.597428 | 1.535878 | 0.751177 | 0.452947 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 37.053931 | 12.590414 | 4.114652 | 34.741758 | 37.053931 | 9.997169 | 5.727421 | 6.729366 | 11.480200 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 6.501066 | 6.501066 | 1.913589 | 2.391894 | 3.105890 | 2.747460 | 1.474580 | -0.999781 | -2.372074 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 32.351938 | 9.732130 | 3.774452 | 30.617186 | 32.351938 | 5.773046 | 2.890542 | -0.545124 | -4.075189 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 38.327970 | 17.273327 | 5.613895 | 35.387094 | 38.327970 | 6.822425 | 4.060487 | -0.490139 | -1.858989 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 42.958934 | 9.204704 | 3.725328 | 40.367248 | 42.958934 | 14.010207 | 8.305330 | 5.491987 | -3.431364 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 34.351055 | 11.406941 | 4.055816 | 32.636067 | 34.351055 | 4.404164 | 2.381791 | -0.835142 | -2.384570 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | nn Shape | 5.683802 | 5.683802 | 1.027987 | -0.152231 | 0.472051 | -1.641671 | -1.913572 | -1.315847 | -3.014621 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Power | 41.923866 | 10.436130 | 4.056408 | 39.890094 | 41.923866 | 7.342421 | 4.428135 | -1.776676 | -4.941709 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115 | N11 | not_connected | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |